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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Space debris management as trigger for data-driven, servitized, and circular in-space manufacturing in low Earth orbit</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Claudio Sassanelli</string-name>
          <email>claudio.sassanelli@poliba.it</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Angioletta R. Catalano</string-name>
          <email>angioletta.catalano@polito.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Paolo C. Priarone</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Luca Settineri</string-name>
          <email>luca.settineri@polito.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Brendan P. Sullivan</string-name>
          <email>brendan.sullivan@polimi.it</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Salvatore Digiesi</string-name>
          <email>salvatore.digiesi@poliba.it</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="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Management and Production Engineering</institution>
          ,
          <addr-line>Politecnico di Torino, Corso Duca degli Abruzzi 24, 10129 Torino</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Department of Management, Economics and Industrial Engineering</institution>
          ,
          <addr-line>Politecnico di Milano, Piazza Leonardo da Vinci 32, 20133, Milano</addr-line>
          ,
          <country country="IT">Italy</country>
        </aff>
        <aff id="aff2">
          <label>2</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>
      </contrib-group>
      <abstract>
        <p>In Low Earth Orbit (LEO), human activities have increased the amount of orbital debris alongside naturally orbiting micrometeoroids, significantly impacting this environment. This poses a significant threat to long-term space structures and human space operations, as highspeed collisions with debris and meteoroids can result in serious consequences. Addressing this challenge falls within the domain of On-orbit Servicing, Assembly, and Manufacturing (OSAM), which includes activities such as debris detection, docking, mooring, and collision avoidance. Establishing an In-Space Manufacturing (ISM) factory in LEO, capable of using existing materials to produce components, assemblies, and services directly in space, holds promise for reducing orbital debris, extending space missions as well as spacecraft and satellite lifecycles. In addition, such a system could reduce logistical dependencies between ground-based and on-board systems. This paper reviews the implementation of ISM systems in LEO and outlines various strategies for managing space debris. The findings suggest that an ISM system equipped to detect, collect, process, and store debris, meteoroids, and decommissioned spacecraft is consistent with the principles of digital servitization, Industry 4.0, and data-driven circular manufacturing.</p>
      </abstract>
      <kwd-group>
        <kwd>1 In-space manufacturing</kwd>
        <kwd>Space debris</kwd>
        <kwd>Circular economy</kwd>
        <kwd>Digital servitization</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        The space environment surrounding the Earth is conventionally divided into three bands,
depending on the altitude: (i) Low Earth Orbit (LEO) from 415 to 2,000 km, (ii) Medium Earth Orbit
(MEO) from 2,000 to 35,876 km and (iii) Geostationary Earth Orbit (GEO) beyond. In over 60 years,
mankind has been able to explore most of them, revealing and defining their inner characteristics.
However, the area that humans have most influenced is LEO, along with the lunar surface. As human
activity in LEO has increased, the presence of space debris has also increased. This is in addition to
the micrometeoroids that are already naturally in orbit in this space. Taken together, they represent
a significant problem that needs to be addressed [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. In this context, long-lived space structures and
manned space activities face the potential threat of high-velocity collisions with debris and
meteoroids, leading to the Kessler syndrome. This phenomenon, characterized by a cascading effect
of debris collisions, could hamper space exploration and satellite utilization [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. Since the beginning
of space travel, dedicated missions and experiments have been designed to explore the LEO
environment and to sample, catalog and manage the satellites, spacecraft, debris, and meteoroids
orbiting there. In particular, debris detection, tracking, docking and mooring, together with collision
avoidance and orbit prediction, are some of the actions and strategies aimed at controlling the
increasingly complex traffic in the LEO environment. These fall under the domain of On-orbit
Servicing, Assembly, and Manufacturing (OSAM). Besides adopting the so-called ‘sufficiency attitude’
(i.e., prioritizing essential needs over excess consumption, promoting sustainability within planetary
boundaries by minimizing waste and resource usage), a solution could be to establish a factory in
space that can use resources sourced directly from LEO, thereby eliminating the need for regular
resupply missions from Earth for spare parts and consumables. This could also facilitate the
production and delivery of goods and services in space, which could become a strategic measure to
mitigate the accumulation of debris in near-Earth orbit. An In-Space Manufacturing (ISM) system
equipped to detect, collect, manage, process, and store debris and meteoroids, as well as obsolete and
derelict spacecraft or satellites and their components, could contribute (i) to extend the duration of
space missions by reducing reliance on component durability and the need for crew return in case of
emergency, but also (ii) to reduce the impact of spacecraft and satellites during their life cycle by
avoiding logistics between on-ground and on-board systems, thereby limiting the number of
Earthto-space missions that would cause further generation of space debris. This should be in line with the
key principles of Circular Manufacturing (CM) and Industry 4.0, in particular through the
implementation of Digital Servitization (DS) and data-driven paradigms. Via OSAM strategies, ISM
systems have the potential to promote not only remediation efforts but also mitigation measures for
the phenomenon of space debris increase. Therefore, In-Space Manufacturing (ISM) can bring
advantages against the traditional ‘Earth-build-and-launch approach’ from different environmental,
economic, and logistic perspectives [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. This paper aims at grounding the setting of an ISM system
operating in LEO, proposing all the types of activities that could be implemented to manage space
debris. Section 2 provides an overview of the research context, offering insights into the background
and scope of the study. Section 3 presents the main discussion and Section 4 concludes the paper by
highlighting the main findings, discussing limitations, and outlining further developments.
      </p>
    </sec>
    <sec id="sec-2">
      <title>2. Satellites and debris in LEO: OSAM potential implications</title>
      <p>
        Satellites are artificial objects placed in orbit around the Earth to perform various functions,
including telecommunications, Earth observation, and scientific research. In particular, small
satellites (also referred to as ‘smallsats’) are an emerging class of spacecraft that incorporate the latest
software and hardware improvements at lower dimensions. More than 26,000 smallsats (weighing
less than 500 kg) are expected to be launched between 2023 and 2032 (equivalent to about 543
ton/year), compared to less than 700 launched between 2006 and 2015 [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. Behrens and Lal [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], while
exploring the trends and drivers that may influence the future of the global smallsats ecosystem with
respect to the development and use of small satellites, identified four potential scenarios that illustrate
different possible outcomes for the small satellite sector over the 2027-to-2032 timeframe. Such
scenarios are not to be intended as predictions, but rather as tools to examine the implications of
various factors and uncertainties:
●
●
●
      </p>
      <p>Scenario 1 - “Two or more large smallsat constellations in Low Earth Orbit”: commercial smallsat
constellations provide affordable broadband Internet and optical imagery services, driven by
high demand, low cost, and technological innovation.</p>
      <p>Scenario 2 - “Smallsats achieve near-parity with larger satellites in remote sensing”: small satellites
perform most of the functions of larger satellites, particularly in remote sensing, with
comparable quality and reliability, facilitated by miniaturization, standardization, and
diversification.</p>
      <p>Scenario 3 - “Unsafe for satellite operations in Low Earth Orbit”: the proliferation of smallsats and
debris in LEO creates hazardous conditions that threaten space activities due to a lack of
regulation, coordination, and debris mitigation.
● Scenario 4 - “On-orbit servicing, assembly, and manufacturing of spacecraft a reality”: smallsats
serve as components for larger spacecraft that are built and maintained in orbit, driven by
advances in robotics, automation, and additive manufacturing.</p>
      <p>
        Scenarios 1 and 2 illustrate the evolutionary developments within the current dynamics of LEO,
with the expansion of existing capabilities through the use of commercial smallsat constellations.
Scenarios 3 and 4, instead, address much higher concerns for the sustainability of satellite operations
in LEO due to debris proliferation and pioneering developments in OSAM. The latter could have a
very high impact on long-duration human spaceflight and in-situ resource utilization (ISRU), a pivotal
shift for more complex autonomous space infrastructure. According to Scenario 3, the proliferation of
small satellites and debris in LEO increases the risk of collision for satellites in the 500-1200 km range,
potentially hindering the commercialization of LEO without government support. In addition, if
higher orbits must be reached, smallsats would require higher operating costs and bulkier spacecraft
to function, due to the increased radiation to which they are subjected to and to the higher power
requirements, resulting in greater launch and maintenance costs. In Scenario 4, governments and the
commercial sector would utilize permanent platforms in LEO and GEO for OSAM. Small satellites
would still be necessary but launching them from Earth would be less necessary due to such on-orbit
capabilities. Hosted payload platforms would be common, enabling economic competitiveness for
large satellites and tailored solutions for specific applications. The key drivers for enabling Scenarios
3 and 4 include the demand for (i) OSAM systems, (ii) government funding and regulatory frameworks
for on-orbit activities, (iii) technologies such as robotics and automation, (iv) modularity and
standardization, and (v) Space Situational Awareness systems (SSA) tailored to OSAM needs. The
realization of OSAM within the next decade is unlikely due to its early stage. However, substantial
funding from public and private sectors to support OSAM platforms capable of human or robotic
operation in LEO [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] would advance eventual fruition of Scenario 4. This paradigm may further shift
if In-Situ Manufacturing (ISM) via OSAM becomes a more cost-effective solution for future space
activities, potentially influencing both remediation and mitigation approaches in space debris
management. Overall, as the small satellite sector continues to grow rapidly, the adoption of
innovative technologies and risk mitigation strategies is essential to ensure their success and
longterm sustainability. Particularly, effective management of space debris and the ability to operate
safely in orbit are crucial for the future of small satellites.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Digitalization management and</title>
    </sec>
    <sec id="sec-4">
      <title>Circular</title>
    </sec>
    <sec id="sec-5">
      <title>Manufacturing for space debris</title>
      <p>The ‘twin transition’ of digitalization and environmental sustainability has significantly impacted
manufacturing on Earth. Industry 4.0 (I4.0) introduces the concept of the Smart Factory, leveraging
nine key technologies to revolutionize production systems and products. These technologies also
serve as enablers of Circular Economy (CE) in manufacturing, promoting resource cycling and
efficiency [6, 7]. Acerbi et al. [8] proposed the notion of data-driven Circular Manufacturing (CM),
emphasizing the role of technologies and evaluation methods in implementing CM strategies (such
as circular design, remanufacture, and cleaner production). By classifying data into various categories
and employing Digital Servitization (DS) [9], manufacturers can effectively adopt and manage CM
strategies, influencing business models and supporting the transition towards sustainability in
manufacturing [10]. The transformation of manufacturing on Earth, driven by digitalization and
environmental sustainability, can be mirrored in the management challenges posed by space debris.</p>
      <p>Buchs and Bernauer [11] conducted a literature review on the challenges associated with
(i) managing space debris, proposing also market-based policy interventions to incentivize efforts in
both space debris (ii) mitigation and (iii) remediation (Table 1).</p>
      <p>The authors categorized two mechanisms for removing non-functional objects from orbits, i.e.
atmospheric drag and direct retrieval, and grouped the technical approaches to address debris
collision risk in three categories: (a) Space Situational Awareness (SSA), (b) Space Traffic
Coordination or Management (STC/STM), and (c) Space Environment Management (SEM). SSA was
highlighted as crucial for providing essential data related to the Space environment, underpinning all
debris management activities.</p>
      <p>
        The study emphasized the need for remediation actions to address the unsustainable expansion of
the debris population, presenting three solutions: Active Debris Removal (ADR) [12], Just-in-time
Collision Avoidance (JCA), and Debris Resurrection (DR). While JCA and DR are yet to be
implemented, the first ADR uncrewed debris removal mission is projected for 2025 [13]. Debris
mitigation actions instead are guided by the goal of reducing the causes of space debris, going even
further upstream of the issue, for example by preventing explosions and boosting satellite
dependability. Mitigation will probably fall short due to limited compliance with international rules
and space environment modelling. For this reason, a systematization of debris management-related
activities has been suggested. Indeed, LEO is affected by the commons challenges already registered
for natural resources on Earth due to its accessibility and the possibility of providing resources from
it [14]. Just as terrestrial resources face the risk of depletion and mismanagement due to unregulated
use, LEO is similarly threatened by the accumulation of debris. This situation reflects a broader issue
of communal resource management, wherein the absence of coordinated efforts and regulations can
lead to the deterioration of a shared space [14], thereby posing significant risks to the operational
integrity of satellites and other space endeavors. This challenge draws a critical parallel to recent
efforts in terrestrial production systems, which are being redesigned to achieve net-zero levels
through the integration of Industry 4.0 technologies aligned with CM and DS paradigms.
Consequently, it becomes likely that ISM could require a similar redesign, underscoring the necessity
for innovative and collaborative approaches to both terrestrial and extraterrestrial resource
management. Furthermore, conventional satellite lifecycle concepts, encompassing design,
manufacturing, assembly, and disposal, necessitate disruption, extending towards innovative
concepts such as OSAM [15]. Although still in its early stages, ISM holds significant potential as a
transformative technology that can revolutionize space access. Contrary to conventional
Earth-buildand-launch strategies, ISM presents several advantages, particularly in eliminating launch-related
complexities such as scheduling, risk, heavy loads, and vibrations [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. Consequently, ISM may
necessitate alignment with diverse manufacturing paradigms currently in use on Earth.
      </p>
      <p>Moreover, the implementation of DS in ISM systems, encompassing activities like OSAM alongside
additional in-space logistics, is needed. Integration with remediation-driven assets for ADRS and
waste management is also essential for ISM. However, to effectively exploit collected debris in LEO,
ISM must adopt mitigation- and data-driven CM strategies. This requires the incorporation of new
technologies to facilitate data-driven CM practices and intelligent operational services. These
advancements should encompass not only I4.0 technologies but also novel satellite and spacecraft
types such as Cubesats, Smallsats, and OSAM platforms, necessitating tailored integration and
interoperability measures. Conversely, modular, plug-and-play (PnP) satellite concepts and readily
available commercial off-the-shelf (COTS) components will be pivotal in shaping forthcoming Space
operations, facilities, and associated businesses. These resources will facilitate OSAM activities,
complemented by new components of ISM systems as cutting-edge upgradable platforms intended
for permanent placement in LEO. Additionally, orbital depots could serve as on-orbit warehouses to
support space logistics operations.</p>
    </sec>
    <sec id="sec-6">
      <title>4. Conclusions</title>
      <p>This paper underlines, among other technical solutions, the need of establishing an ISM system
in LEO for managing space debris. The proposed ISM system should align with principles of
digitalization and Industry 4.0, playing a pivotal role in both remediating and mitigating space debris.
To address the Kessler syndrome, ISM systems should integrate not only remediation but also
mitigation actions due to the higher costs associated with the former [11]. This necessitates disrupting
conventional satellite lifecycle concepts and embracing new approaches like OSAM [15]. However,
significant barriers exist, including the need for substantial financial resources, regulatory
frameworks, technological innovation, and integration challenges. A systematic literature review is
recommended to explore waste management strategies in ISM and trigger data-driven dynamics.
Further research is required to understand infrastructure needs for ISM, including technology
adoption, spacecraft development, debris management strategies, and collision risk management
approaches. Demanufacturing practices and energy input requirements should be explored for ISM,
ensuring feasibility and sustainability. Additionally, a conceptual data model promoting data-based
collision management should be extended to ISM systems in LEO.</p>
    </sec>
    <sec id="sec-7">
      <title>Acknowledgements</title>
      <p>This study was funded by the MICS (Made in Italy – Circular and Sustainable) Extended
Partnership and received funding from the European Union Next-Generation EU (Piano Nazionale di
Ripresa e Resilienza (PNRR) – Missione 4, Componente 2, Investimento 1.3 – D.D. 1551.11-10-2022,
PE00000004).</p>
    </sec>
    <sec id="sec-8">
      <title>Declaration on Generative AI</title>
      <p>The author(s) have not employed any Generative AI tools.</p>
      <p>{OPEN}
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