<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Model-Based Conceptual Design of an In-Space Manufacturing System (ISM)</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Brendan P. Sullivan</string-name>
          <email>brendan.sullivan@polimi.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Claudio Sassanelli</string-name>
          <email>claudio.sassanelli@poliba.it</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Serena Brizio</string-name>
          <email>serena.brizio@thalesaleniaspace.com</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Farouk Abdulhamid</string-name>
          <email>farouk.abdulhamid@polimi.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Elia Sindoni</string-name>
          <email>elia.sindoni@thalesaleniaspace.com</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Lucia Grizzaffi</string-name>
          <email>lucia.grizzaffi@thalesaleniaspace.com</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Riccardo Cambertoni</string-name>
          <email>riccardo.cambertoni-somministrato@thalesaleniaspace.com</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sergio Terzi</string-name>
          <email>sergio.terzi@polimi.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Management, Economics and Industrial Engineering</institution>
          ,
          <addr-line>Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133 Milan</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Department of Mechanics</institution>
          ,
          <addr-line>Mathematics and Management, Politecnico di Bari, Via E. Orabona 4, Bari, 70125</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Thales Alenia Space Italia</institution>
          ,
          <addr-line>Str. Antica di Collegno 253, 10146, Torino</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>In-Space Manufacturing (ISM) represents a pivotal shift in the paradigm of space exploration and the exploitation of extraterrestrial environments. This paper introduces a model-based conceptual approach to the design of the Enhanced Factory for Extraterrestrial Space Technology Operations (EFESTO) system. Leveraging Model-Based Systems Engineering (MBSE) to integrate simulations and virtual testing, the architecture aims to support in the refinement of ISM systems throughout its entire development process, from conception to realization. With the advent of ISM as a cornerstone for future space missions, this study leverages MBSE to systematize the conceptual design of ISM systems, meeting the intricate demands of space environments. In particular, this work will explore how the MBSE approach can be used to investigate operational, economic, and legal aspects to assess the market viability of ISM, intending to meet the rigorous technical and safety standards of ISM, while also considering the commercial imperatives that will shape future human space activities. MBSE's rigor in the conceptual phase is the focal motivation, intending to reinforce the technical base for ISM systems that are both robust and adaptable.</p>
      </abstract>
      <kwd-group>
        <kwd>1 In-Space Manufacturing</kwd>
        <kwd>Model-Based System Engineering</kwd>
        <kwd>Factory in Space</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        The journey from the historic launch of the Saturn V to the present has seen a decentralization in
space endeavors, transitioning from government space agencies to a burgeoning private sector. The
evolution of space technology, despite setbacks like the Soyuz 11 and Columbia disasters, continues
to expand possibilities, with satellite technology becoming essential for global communications,
navigation, and weather forecasting [
        <xref ref-type="bibr" rid="ref1 ref2">1, 2</xref>
        ].
      </p>
      <p>
        The International Space Station (ISS), orbiting within Low Earth Orbit (LEO), stands as a testament
to the practicality and strategic value of microgravity research [
        <xref ref-type="bibr" rid="ref3 ref4">3, 4</xref>
        ]. The ambition to expand our
operational reach beyond LEO brings to light the limitations of current launch systems, particularly
regarding cost and payload constraints. This realization has given rise to the Factory in Space (FIS)
concept, also known in literature as In-Space Manufacturing (ISM), aiming to manufacture and
assemble space components in situ [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]. Such a development could revolutionize space logistics by
mitigating the constraints of Earth-based manufacturing.
      </p>
      <p>This paper introduces a model-based conceptual approach of Factory in Space (FIS) system, pivotal
for the progression of ISM. In particular, objectives include an MBSE Adaptation for ISM (to tailor</p>
      <p>MBSE methodologies to enhance simulation accuracy and risk assessment for ISM, ensuring
comprehensive design evaluations) and a comparative design assessment (to methodically compare
ISM design concepts using MBSE, determining each design's practicality, durability, and performance
efficiency).</p>
      <p>The paper is structured as follows. Section 2 provides the theoretical foundation grounding the
research. Section 3 provides a system overview, from the operational environment, up to stakeholders
and requirements. Finally, Section 4 discusses them and concludes the paper.</p>
    </sec>
    <sec id="sec-2">
      <title>2. MBSE and CAPELLA: Conceptual Design of Complex Systems</title>
      <p>
        MBSE employs models for the lifecycle of complex systems, enhancing traditional
documentcentric approaches with visualization and unambiguous communication [
        <xref ref-type="bibr" rid="ref6 ref7 ref8">6, 7, 8</xref>
        ]. MBSE mirrors the
procedures of Systems Engineering (SE) within a model-centric framework. Its language and
methodologies streamline the design process and maintain a coherent data repository. MBSE
advances data traceability and system update impacts, yielding more consistent designs than
traditional SE, particularly for managing the complexities of ISM systems [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ].
      </p>
      <p>
        CAPELLA, an open-source tool, underpins MBSE by offering robust modeling techniques for
complex system design and architecture [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]. Developed by Thales using the ARCADIA method,
CAPELLA emphasizes operational needs and system analysis in its initial phases, progressing to
logical and physical solutions. ARCADIA, akin to SysML, enables diverse diagrammatic
representations from scenarios to system architectures, and is employed across Thales' global projects
for its efficacy in handling varied system design aspects [
        <xref ref-type="bibr" rid="ref10 ref11">10, 11</xref>
        ].
      </p>
      <p>The application of MBSE in the conceptual design phase of complex systems, such as an in mission
planning plays a pivotal role in ensuring the development of robust, efficient, and mission-aligned
systems. In the specific context of ISM, the multidisciplinary nature of space systems necessitates the
utilization of MBSE to navigate the intricacies of system design effectively. The following aspects
underscore the instrumental role of MBSE in the conceptual design phase:
• Define System Boundaries: MBSE facilitates the establishment of clear definitions for the ISM
system's scope, delineating its interactions with other systems and the surrounding
environment. This clarity is crucial for setting the direction of the development process.
• Identify Requirements: through MBSE, the ISM system's requirements are captured and
managed comprehensively, encompassing technical, operational, and stakeholder
perspectives. This ensures that all necessary requirements are considered in the design
process.
• Perform Trade-Off Analyses: MBSE enables the evaluation of various design alternatives
against the defined requirements. This process is essential for identifying the most viable and
efficient design solutions that meet the mission's objectives.
• Simulate and Validate Concepts: the use of virtual models within the MBSE framework allows
for the simulation of the system's behavior under different scenarios. This capability is vital
for validating the conceptual design against expected performance outcomes, ensuring the
feasibility and reliability of the system.</p>
      <p>By integrating MBSE with tools like CAPELLA, the research team is equipped to iteratively refine
the conceptual design. This iterative process ensures that the final system design is not only
technically feasible but also optimally aligned with the broader objectives of cost-efficiency, safety,
and mission success. In summary, MBSE serves as a cornerstone in the conceptual design of complex
systems, offering a structured and comprehensive approach to system development that is
indispensable for achieving the desired outcomes in space mission projects.</p>
    </sec>
    <sec id="sec-3">
      <title>3. System Conceptual Design</title>
      <p>Confined to Low Earth Orbit (LEO), the Enhanced Factory for Extraterrestrial Space Technology
Operations (EFESTO) project will be designated to reclamation of space-borne materials for the
purpose of autonomously performing in-orbit manufacturing processes with a notable automation
threshold of 95%. Its functions aim to be versatile, and capable of adjusting to at least three different
manufacturing methods, and aims to use resources with 90% efficiency. Modular interfacing
mechanisms are integral to EFESTO, enabling seamless integration with other spaceborne systems
and terrestrial command structures. The system shall be engineered to support scalable expansion,
with the potential to increase capacity by up to 50% within a five-year post-deployment period. The
systems design parameters shall explicitly exclude launch vehicle operations, interplanetary travel,
and terrestrial manufacturing processes. Furthermore, the system shall not be accountable for the
generation of primary raw materials.</p>
      <p>EFESTO aims to be a factory in Low Earth Orbit, able to provide the whole production chain of
new components and large space infrastructures, from the recycling of waste to the final in-situ
assembling and deployment</p>
    </sec>
    <sec id="sec-4">
      <title>3.1.Operational Environment</title>
      <p>The operational environment for the system is shall be restricted to LEO. Here, the environment
is characterized by a set of unique and challenging conditions at an altitude ranging from
approximately 400 to 900 kilometers above Earth (Table 1). The ISM system will be exposed to a harsh
mix of extreme temperatures, microgravity, and a higher flux of ionizing radiation from the Van Allen
belts compared to Earth's surface. The temperature in LEO can vary dramatically, from +250 degrees
Fahrenheit (+121°C) in direct sunlight to -250 degrees Fahrenheit (-157°C) in the shadow of Earth,
necessitating robust thermal control systems to protect sensitive electronics and materials. The
presence of a residual atmospheric drag, although thin, also affects the system, gradually decreasing
its orbit over time and demanding periodic adjustments to maintain altitude. Furthermore, the
microgravity environment impacts fluid behavior, influencing the design of mechanical fluid
management systems in the system. Collectively, these conditions define the operational context for
LEO space systems, guiding the engineering and operational strategies to ensure mission success and
safety.</p>
      <p>Recognizing the role and interests of the various stakeholders in the definition of the conceptual
design, the following entities have been identified as having a vested interest in the system's
development, deployment, and operation. The stakeholders of EFESTO span a spectrum of public and
private sector organizations, each with distinct priorities and expectations from the system (Table 2).</p>
      <p>
        The conceptual design of the system is predicated on a holistic approach that considers the various
operational scenarios, system requirements, and technical constraints identified [
        <xref ref-type="bibr" rid="ref13 ref14 ref15">13, 14, 15</xref>
        ]. Four key
stakeholders have been specified based: product designer, on-ground manufacturing, space tug, and
waste operator. Two of the identified stakeholders (product designer and on-ground manufacturing)
are expected to continue to operate from their base on Earth. In contrast, the other two (space tug
and waste operator) would be based in LEO and are closely related to space debris operations. The
designer is responsible for providing final product design guidelines and artifacts (3D models, g-codes,
etc.). The on-ground manufacturing is responsible for providing materials and products to the factory
for assembly and manufacturing. The space tug is responsible for delivering recaptured debris to the
factory. The waste operator is responsible for the disposal of non-recyclable waste from the factory.
      </p>
      <p>Description
As the primary clients and benefactors of the ISM International Space Agencies are direct
customers. They have a high degree of influence and interest in the systems success as it
aligns with their goals for sustainability and cost-efficiency in space operations.</p>
      <p>Commercial Space Firms: Are end-users of the ISM, interested in the operational
efficiencies and cost reductions it can provide. Their influence is moderate to high depending
on their market share and investment in space activities.</p>
      <p>Research Institutions: Are users who utilize the ISM for scientific research and
development. They have a specialized interest in the system's capabilities and a moderate
level of influence.</p>
      <p>Product designers: are responsible for conceptualizing and creating the technical models
required for the production/assembly of components and structures.</p>
      <p>Environmental Advocacy Groups: Can act as regulators or influencers, ensuring that ISM
activities adhere to environmental standards and contributes positively to space
sustainability. They might have less direct influence but hold significant interest in the
project's environmental impact.</p>
      <p>Defense and Security Organizations: Have a strategic interest in ISM and can influence
its design and use to ensure it meets security and defense requirements.</p>
      <p>On-Ground Factories: Are suppliers providing the primary raw materials and components
necessary for ISM construction. They have a vested interest in the integration of their
products with the ISM and the feedback it provides for improving manufacturing processes.
System Designers: As the creators of the ISM, the designers supply the intellectual property
and technical know-how. Their ongoing involvement is crucial for the system's success and
evolution.</p>
      <p>Space Tug Operators: Provide essential services that support ISM operations. They are
operational stakeholders with a significant interest in the coordination and success of the
system's material positioning and structural adjustments.</p>
      <p>Waste Management Operators: Are responsible for the environmental aspect of the ISM’s
operation, they are interested in how the system processes recycled and non-recyclable
waste.</p>
    </sec>
    <sec id="sec-5">
      <title>3.3.High-level System Requirements</title>
      <p>
        The development of the ISM system is based on the Copernicus Imaging Microwave Radiometer
(CIMR) and is subject to a complex array of requirements and technical considerations [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. These
must be carefully evaluated to ensure that the system can operate effectively in the space environment
and meet the needs of stakeholders. The high-level system requirements as shown in Table 3 for the
ISM encompass a broad spectrum of operational and include but are not limited to, technical, and
safety considerations based on stakeholder specifications, and the operating environment:
The system shall achieve an automation level of 95%, capable of self-adjustment to at least
three distinct manufacturing processes with a resource utilization efficiency of 90% as
measured by the ratio of effective output to total input.
      </p>
      <p>The system shall incorporate an intelligent design optimization software that can increase
the functional efficiency of the recovered products by at least 20% compared to their
original state.</p>
      <p>The system shall facilitate the assembly of components in orbit, reducing assembly time
by 30% compared to manual assembly benchmarks established during initial trials.</p>
      <p>The system design shall provide modular interfaces for technology upgrades, allowing for
a 50% increase in production capacity without significant architectural changes, within a
period of five years from initial deployment.</p>
      <p>The system shall be capable of manufacturing new components with a dimensional
accuracy within 99.5% of specified tolerances and achieving a structural integrity score of
no less than 95% compared to equivalent Earth-manufactured components.</p>
      <p>The system shall achieve a reliability rating of 0.999 (Mean Time Between Failures of
10,000 hours) and shall be designed for maintenance simplicity, with critical components
replaceable within a Mean Time To Repair of less than 1 hour, under simulated space
conditions.</p>
      <p>The system shall incorporate predictive maintenance algorithms capable of forecasting
potential system failures with an accuracy of 90%, and self-diagnosing critical system
components with a fault detection capability of 95% accuracy, thus enabling preemptive
maintenance scheduling and minimizing unplanned downtime.</p>
      <p>The system shall utilize in-situ materials for at least 75% of its manufacturing mass and
reduce the reliance on Earth-based resupply missions by 85%, as measured by mass,
within the first two years of operation.</p>
      <p>The system shall demonstrate the capability to recycle and repurpose at least 85% by mass
of the designated waste, dismissed satellites, and broken components encountered,
converting them into usable raw materials or components for further manufacturing
processes.</p>
      <p>The system shall provide a solution for the management of non-recyclable waste,
ensuring that at least 95% of such material is safely contained or repurposed to prevent
orbital debris.</p>
      <p>The system requirements in Table 3 and the following technical considerations form the
foundation upon which the conceptual design of the ISM system will be developed. They guide the
design process to ensure that the system is not only technically sound but also practical and aligned
with the strategic objectives of space exploration and commercial exploitation.</p>
      <p>Technical considerations are pivotal to the ISM system's feasibility, encompassing:
• Microgravity Environment: manufacturing processes must be adapted to operate in
microgravity, which affects material handling, heat transfer, and assembly operations.
• Radiation and Extreme Temperatures: the system components must withstand the harsh
conditions of space, including radiation exposure and temperature extremes.
• Miniaturization and Integration: the ISM system should leverage miniaturization to optimize
the use of space and ensure integration with other systems and modules.
• In addition, safety and reliability are paramount in the design of any space system:
• Safety Protocols: the system must incorporate robust safety measures to protect both the
manufacturing processes and the crew from potential hazards.
• Redundancy and Fail-Safes: critical components should have redundant systems in place to
maintain functionality in case of failure.
• Quality Assurance: rigorous testing and quality assurance protocols must be established to
ensure the integrity of manufactured components.
• Finally, legal considerations are also a crucial part of the technical framework:
• Space Law Compliance: the ISM system must adhere to international space laws and
regulations regarding the use of space and celestial bodies.
• Intellectual Property Rights: the system should respect intellectual property rights and ensure
that manufacturing in space does not infringe on existing patents or copyrights.Error!
Reference source not found.</p>
    </sec>
    <sec id="sec-6">
      <title>4. Discussion and Conclusions</title>
      <p>The modular inspiration drawn from the ISS informs the FIS design, validating MBSE's
applicability for incremental ecosystem development. While the logistics within the space factory
remain undefined, the model's preliminary status will render detailed specificity premature.</p>
      <p>The MBSE methodology's adoption allows for an expansive, interconnected view of the FIS
ecosystem, empowering stakeholders to scrutinize design alternatives and their ramifications. This
strategic approach promises better resource and responsibility distribution and the streamlining of
the ecosystem. While a design standpoint, structural robustness against LEO's harsh conditions is
crucial, technology limitations within FIS should guide design compromises, balancing structural
integrity and manufacturability. This consideration is pivotal for FIS product design, potentially
driving a paradigm shift in FIS's long-term realization. Nonetheless, the preliminary Capella model is
not without its limitations. Assumptions like pre-captured decommissioned components, and the
omission of logistical and launch constraints, restrict the model's thoroughness. Also, including
ground manufacturing contradicts the essence of FIS. Future research will investigate the interplay
between FIS's orbital elements, such as the space tug and waste operators, focusing on space debris
— a topic ripe for technological innovation, as current technology does not provide clear solutions
for the capture and utilization of space waste. Clarifying the role of space debris within the FIS context
is essential, as it significantly influences the ecosystem's model and operations.</p>
    </sec>
    <sec id="sec-7">
      <title>Declaration on Generative AI</title>
      <p>The author(s) have not employed any Generative AI tools.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <surname>NASA.</surname>
          </string-name>
          (
          <year>2008</year>
          ).
          <source>Columbia Crew Survival Investigation Report. In NASA Technical Reports.</source>
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <surname>NASA.</surname>
          </string-name>
          (
          <year>2010</year>
          ).
          <article-title>System Failure Case Studies, Descent into the Void</article-title>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <surname>International-Space-Station-Program-</surname>
          </string-name>
          Science-Forum.
          <article-title>(</article-title>
          <year>2015</year>
          ). International Space Station - Benefits for Humanity.
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <given-names>International</given-names>
            <surname>Space Station Systems Engineering Case</surname>
          </string-name>
          <string-name>
            <surname>Study</surname>
          </string-name>
          , (
          <year>2010</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <surname>Prater</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Edmunson</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Ledbetter</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wheeler</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hafiychuk</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Roberts</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Fiske</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Elrod</surname>
            ,
            <given-names>L. (n.d.).</given-names>
          </string-name>
          <article-title>Overview of the In-Space Manufactruing Technology Portfolio</article-title>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <surname>INCOSE.</surname>
          </string-name>
          (
          <year>2015</year>
          ).
          <article-title>Systems engineering handbook</article-title>
          . In Systems Engineering Handbook:
          <article-title>A Guide for System Life Cycle Processes and Activities (Issue 4).</article-title>
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <surname>Bijan</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Piaszczyk</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          (
          <year>2012</year>
          ).
          <source>Systems Requirements Engineering - State of the Methodology. Systems Engineering</source>
          ,
          <volume>16</volume>
          (
          <issue>3</issue>
          ),
          <fpage>305</fpage>
          -
          <lpage>326</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <surname>Henderson</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Salado</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          (
          <year>2021</year>
          ).
          <article-title>Value and benefits of model-based systems engineering (MBSE): Evidence from the literature</article-title>
          .
          <source>In Systems Engineering</source>
          , Vol.
          <volume>24</volume>
          , Issue 1, pp.
          <fpage>51</fpage>
          -
          <lpage>66</lpage>
          . John Wiley and Sons Inc.
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <surname>NASA.</surname>
          </string-name>
          (
          <year>2007</year>
          ).
          <article-title>NASA System Engineering Handbook Revision 2</article-title>
          .
          <source>In National Aeronautics and Space Administration (2nd ed.).</source>
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <surname>Baron</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Grenier</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Ostapenko</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Xue</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          (
          <year>2023</year>
          ).
          <article-title>Using the ARCADIA/Capella Systems Engineering Method</article-title>
          and Tool to Design
          <source>Manufacturing Systems-Case Study and Industrial Feedback. Systems</source>
          ,
          <volume>11</volume>
          (
          <issue>8</issue>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <surname>Voirin</surname>
            ,
            <given-names>J.-L.</given-names>
          </string-name>
          (
          <year>2023</year>
          ).
          <article-title>Arcadia User Guide - Principles and Contents Overview</article-title>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <string-name>
            <surname>Vanin</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Laberinti</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Donlon</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Fiorelli</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Barat</surname>
            ,
            <given-names>I.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sole</surname>
            ,
            <given-names>M. P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Palladino</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Eggers</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Rudolph</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Galeazzi</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Copernicus Imaging Microwave Radiometer (CIMR): System Aspects and Technological Challenges</article-title>
          .
          <source>International Geoscience and Remote Sensing Symposium (IGARSS)</source>
          ,
          <fpage>6535</fpage>
          -
          <lpage>6538</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <surname>Siddiqi</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>de Weck</surname>
            ,
            <given-names>O. L.</given-names>
          </string-name>
          (
          <year>2008</year>
          ).
          <article-title>Modeling methods and conceptual design principles for reconfigurable systems</article-title>
          .
          <source>Journal of Mechanical Design, Transactions of the ASME</source>
          ,
          <volume>130</volume>
          (
          <issue>10</issue>
          ),
          <fpage>1011021</fpage>
          -
          <lpage>10110215</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <string-name>
            <surname>Shoshany-Tavory</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Peleg</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zonnenshain</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Yudilevitch</surname>
            ,
            <given-names>G.</given-names>
          </string-name>
          (
          <year>2023</year>
          ).
          <article-title>Model-based-systemsengineering for conceptual design: An integrative approach</article-title>
          .
          <source>Systems Engineering</source>
          ,
          <volume>26</volume>
          (
          <issue>6</issue>
          ),
          <fpage>783</fpage>
          -
          <lpage>799</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <surname>Lopez</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Akundi</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          (
          <year>2022</year>
          ).
          <article-title>A Conceptual Model-based Systems Engineering (MBSE) approach to develop Digital Twins</article-title>
          .
          <source>SysCon</source>
          <year>2022</year>
          - 16th
          <string-name>
            <surname>Annual IEEE International Systems</surname>
            <given-names>Conference</given-names>
          </string-name>
          , Proceedings, May.
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>