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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Robot. AI</journal-id>
<journal-title>Frontiers in Robotics and AI</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Robot. AI</abbrev-journal-title>
<issn pub-type="epub">2296-9144</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1116005</article-id>
<article-id pub-id-type="doi">10.3389/frobt.2023.1116005</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Robotics and AI</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Soft robotics towards sustainable development goals and climate actions</article-title>
<alt-title alt-title-type="left-running-head">Giordano et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2023.1116005">10.3389/frobt.2023.1116005</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Giordano</surname>
<given-names>Goffredo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<xref ref-type="fn" rid="fn2">
<sup>&#x2021;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2072078/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Murali Babu</surname>
<given-names>Saravana Prashanth</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<xref ref-type="fn" rid="fn2">
<sup>&#x2021;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/389603/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mazzolai</surname>
<given-names>Barbara</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<xref ref-type="fn" rid="fn2">
<sup>&#x2021;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/114624/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Bioinspired Soft Robotics</institution>, <institution>Istituto Italiano di Tecnologia (IIT)</institution>, <addr-line>Genova</addr-line>, <country>Italy</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Mechanics Mathematics and Management, Politecnico di Barit</institution>, <addr-line>Bari</addr-line>, <country>Italy</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>SDU Soft Robotics, SDU Biorobotics, The M&#x00E6;rsk McKinney M&#x00F8;ller Institute, University of Southern Denmark</institution>, <addr-line>Odense</addr-line>, <country>Denmark</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1246840/overview">Dahua Shou</ext-link>, Hong Kong Polytechnic University, Hong Kong SAR, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/374265/overview">Josie Hughes</ext-link>, University of Cambridge, United Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Goffredo Giordano, <email>giordanogoffredo@gmail.com</email>, <email>goffredo.giordano@poliba.it</email>; Saravana Prashanth Murali Babu, <email>spmb@mmmi.sdu.dk</email>, <email>saravanaprashanth@outlook.com</email>; Barbara Mazzolai, <email>barbara.mazzolai@iit.it</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
<fn fn-type="equal" id="fn2">
<label>
<sup>&#x2021;</sup>
</label>
<p>ORCID: Goffredo Giordano, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0002-5844-1496">http://orcid.org/0000-0002-5844-1496</ext-link>; Saravana Prashanth Murali Babu, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0003-2024-9391">http://orcid.org/0000-0003-2024-9391</ext-link>; Barbara Mazzolai, <ext-link ext-link-type="uri" xlink:href="http://orcid.org/0000-0003-0722-8350">http://orcid.org/0000-0003-0722-8350</ext-link>
</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Soft Robotics, a section of the journal Frontiers in Robotics and AI</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1116005</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>03</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Giordano, Murali Babu and Mazzolai.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Giordano, Murali Babu and Mazzolai</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Soft robotics technology can aid in achieving United Nations&#x2019; Sustainable Development Goals (SDGs) and the Paris Climate Agreement through development of autonomous, environmentally responsible machines powered by renewable energy. By utilizing soft robotics, we can mitigate the detrimental effects of climate change on human society and the natural world through fostering adaptation, restoration, and remediation. Moreover, the implementation of soft robotics can lead to groundbreaking discoveries in material science, biology, control systems, energy efficiency, and sustainable manufacturing processes. However, to achieve these goals, we need further improvements in understanding biological principles at the basis of embodied and physical intelligence, environment-friendly materials, and energy-saving strategies to design and manufacture self-piloting and field-ready soft robots. This paper provides insights on how soft robotics can address the pressing issue of environmental sustainability. Sustainable manufacturing of soft robots at a large scale, exploring the potential of biodegradable and bioinspired materials, and integrating onboard renewable energy sources to promote autonomy and intelligence are some of the urgent challenges of this field that we discuss in this paper. Specifically, we will present field-ready soft robots that address targeted productive applications in urban farming, healthcare, land and ocean preservation, disaster remediation, and clean and affordable energy, thus supporting some of the SDGs. By embracing soft robotics as a solution, we can concretely support economic growth and sustainable industry, drive solutions for environment protection and clean energy, and improve overall health and well-being.</p>
</abstract>
<kwd-group>
<kwd>smart material robotics</kwd>
<kwd>sustainable development goals</kwd>
<kwd>biodegradable materials</kwd>
<kwd>physical intelligence</kwd>
<kwd>green energy</kwd>
<kwd>field deployable robotics</kwd>
</kwd-group>
<contract-sponsor id="cn001">European Research Council<named-content content-type="fundref-id">10.13039/501100000781</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The advancement of technology has a profound and far-reaching impact on society, currently penetrating all areas of life. However, this advancement negatively affects our ecosystems with growing demands on energy, contributions to greenhouse gas (GHG) emissions, deforestation, and environmental pollution (<xref ref-type="bibr" rid="B4">Arias et al., 2021</xref>; <xref ref-type="bibr" rid="B6">Barnard et al., 2021</xref>; <xref ref-type="bibr" rid="B5">Armstrong McKay et al., 2022</xref>; <xref ref-type="bibr" rid="B60">Kemp et al., 2022</xref>; <xref ref-type="bibr" rid="B133">Williams et al., 2022</xref>). Mitigating these adverse effects is among the grand challenges of our times and provides a strong motivation to push the research frontier on sustainable materials and robotics to fulfill some of the United Nations&#x2019; (UNs&#x2019;) Sustainable Development Goals (SDGs) and the Paris Climate Agreement (CPA) (<xref ref-type="bibr" rid="B127">United Nations Environment Programme (12/1), 2016</xref>; <xref ref-type="bibr" rid="B128">United Nations&#x2019; Sustainable Development Goals, 2023</xref>). Additionally, to the scientific and technological improvements, achieving SDGs requires a concerted effort from different stakeholders, including governments, researchers, businesses, and civil society organizations. To date, about 3.3&#x2013;3.6 billion people live in a situation of high risk from climate change (<xref ref-type="bibr" rid="B105">P&#xf6;rtner et al., 2022</xref>). The Intergovernmental Panel on Climate Change formulated in its Sixth Assessment in 2022 that in terrestrial ecosystems, 3%&#x2013;14% of species are likely to face a very high risk of extinction at 1.5&#xb0;C of global warming, reaching up to 48% at 5&#xb0;C (<xref ref-type="bibr" rid="B12">Blunden, 2022</xref>). However, the Anthropocene era, as first described (<xref ref-type="bibr" rid="B23">Crutzen, 2002</xref>), has brought significant improvements in human health, safety, prosperity, and peacekeeping (<xref ref-type="bibr" rid="B101">Pinker, 2018</xref>).</p>
<p>To date, automation, as a key driver of the next technological era, holds great potential for upgrading industrial sectors and promoting inclusive and sustainable economic growth. Soft robotics possesses certain advantages over traditional robotics that make it well-suited for addressing the CPA and achieving the SDGs (<xref ref-type="bibr" rid="B114">Scoones et al., 2015</xref>; <xref ref-type="bibr" rid="B81">Matthews and Wynes, 2022</xref>; <xref ref-type="bibr" rid="B90">Meinshausen et al., 2022</xref>). By leveraging the flexibility, dexterity, biocompatibility/degradability, (re)-programmability of soft materials, and physical and embodied intelligence (EI), these robots can be used for monitoring and restoring complex environments, providing early warning systems for urban areas, and collecting information about changes in biodiversity and animal behavior (<xref ref-type="bibr" rid="B71">Laschi et al., 2016</xref>; <xref ref-type="bibr" rid="B110">Rossiter et al., 2017</xref>; <xref ref-type="bibr" rid="B84">Mazzolai and Laschi, 2020</xref>; <xref ref-type="bibr" rid="B120">Sitti, 2021</xref>). They can also mimic the movement and behavior of various animals and plants and can be used for pollination, seed dispersal, and soil aeration for regeneration and restoration in hard-to-reach environments (<xref ref-type="bibr" rid="B129">Valdes et al., 2012</xref>; <xref ref-type="bibr" rid="B42">Hartmann et al., 2021</xref>; <xref ref-type="bibr" rid="B63">Kim et al., 2021</xref>). There are already promising examples of soft robots being used to address major challenges in real-world applications that align with the SDGs and CPA (<xref ref-type="bibr" rid="B126">Tolley et al., 2014</xref>; <xref ref-type="bibr" rid="B2">Amend et al., 2016</xref>; <xref ref-type="bibr" rid="B95">Ng et al., 2021</xref>; <xref ref-type="bibr" rid="B27">Elfferich et al., 2022</xref>; <xref ref-type="bibr" rid="B74">Li et al., 2022</xref>).</p>
<p>Despite these advancements, the field of soft robotics still faces hurdles, such as producing cost-effective, environment-friendly, robust, and self-piloting robots that do not rely on hard components (<xref ref-type="bibr" rid="B124">The soft touch of robots, 2018</xref>). To fully harness the potential of soft robotics in promoting the SDGs and positive climate actions, careful planning and governance are needed, with the support of various stakeholders. This can result in the creation of new economic opportunities in the near term (i.e., 2030) and mid-term (i.e., 2050) and the development of new business models and regulatory frameworks that support a more sustainable future to mitigate the risks posed by climate change to the planet and its inhabitants (<xref ref-type="bibr" rid="B45">He et al., 2022</xref>; <xref ref-type="bibr" rid="B121">Skea et al., 2022</xref>).</p>
</sec>
<sec id="s2">
<title>2 Synergy between soft robotics and sustainable development goals</title>
<p>Soft robotics shows potential to significantly advance the UNs&#x2019; SDGs by providing sustainable and environment-friendly automation (<xref ref-type="bibr" rid="B38">Grau Ruiz and O&#x2019;Brolchain, 2022</xref>; <xref ref-type="bibr" rid="B40">Guenat et al., 2022</xref>). Soft robotics technologies are known for their high dexterity, sensitivity, and safety, as well as their ability to be customized to specific tasks and environments. We believe that soft robotics may represent a technology that can serve humanity and the planet by addressing global challenges and environmental degradation through targeted productive applications (<xref ref-type="bibr" rid="B91">Mengaldo et al., 2022</xref>). <xref ref-type="fig" rid="F1">Figure 1</xref> presents a thematic mapping of SDGs to soft robotic applications.<list list-type="simple">
<list-item>
<p>1. <italic>Soft robotics for urban farming</italic>: Soft robots can improve food security and reduce poverty (SDG-2) by precision planting and harvesting crops in urban areas, promoting sustainable consumption (SDG-11), monitoring crop health, and providing safe food (SDG-3). It can also reduce the carbon footprint of the food system and farming (SDG-15) while creating jobs and promoting economic development in urban areas (SDG-8). Remarkable examples are from <xref ref-type="bibr" rid="B14">Cacucciolo et al. (2022</xref>) that demonstrated a robotic gripper for crop harvesting, from <xref ref-type="bibr" rid="B57">Junge and Hughes (2022</xref>) that proved a soft robotic digital twin for harvesting raspberries, and from <xref ref-type="bibr" rid="B11">Birrell et al. (2020</xref>) that showed the ability to manipulate lettuce without causing any damage to the vegetable. Although traditional robotics can also improve technological transition in agriculture (<xref ref-type="bibr" rid="B29">Fernandes et al., 2021</xref>), soft grippers are more versatile and robust during an interaction because they can deform, adapt, and easily control while colliding with the external world (<xref ref-type="bibr" rid="B13">Bonilla et al., 2014</xref>; <xref ref-type="bibr" rid="B85">Mazzolai et al., 2019</xref>; <xref ref-type="bibr" rid="B94">Navas et al., 2021</xref>).</p>
</list-item>
<list-item>
<p>2. <italic>Soft robotics for ocean preservation</italic>: A significant role can be played in cleaning, protecting, preserving, and remedying marine biodiversity and ocean health (SDG-14), promoting sustainable use of ocean resources (SDG-12), and understanding the impact of climate change on oceans (SDG-6, 13). In the soft robotics&#x2019; community, the use of soft materials and locomotion methods inspired by ocean-dwelling animals is being explored to safely gather data and study aquatic life without disrupting the delicate ecosystem (<xref ref-type="bibr" rid="B21">Christianson et al., 2020</xref>; <xref ref-type="bibr" rid="B73">Li G. et al., 2021</xref>; <xref ref-type="bibr" rid="B3">Aracri et al., 2021</xref>). For example, <xref ref-type="bibr" rid="B59">Katzschmann et al. (2018)</xref> presented a soft robotic fish species for close exploration of underwater life, equipped with cameras and remotely operated, aiming at surpassing traditional underwater vehicles.</p>
</list-item>
<list-item>
<p>3. <italic>Soft robotics for disaster response</italic>: Soft robots can be used for search and rescue missions in the aftermath of natural disasters, promoting safety and reducing the impacts of natural disasters (SDG-11, 15), providing timely assistance to affected populations (SDG-3), re-building and repairing infrastructure, and improving transportation and communication networks (SDG-9) (<xref ref-type="bibr" rid="B39">Greer et al., 2018</xref>; <xref ref-type="bibr" rid="B112">Sadeghi et al., 2019</xref>; <xref ref-type="bibr" rid="B79">Luo et al., 2020</xref>). For instance, <xref ref-type="bibr" rid="B43">Hawkes et al. (2017)</xref> proposed a soft pneumatic robot with the ability to grow in length and dynamically adapt its shape to different terrains, including crossing small cracks, using onboard sensing of environmental stimuli.</p>
</list-item>
<list-item>
<p>4. <italic>Soft robotics for energy production</italic>: The integration of renewable energy sources into soft robotics bodies may revolutionize energy production. Although challenging, this integration could significantly advance research for clean, versatile, and accessible energy production in nearly every location (SDG-7, 9) (<xref ref-type="bibr" rid="B52">Huang et al., 2019</xref>; <xref ref-type="bibr" rid="B41">Han and Yoon, 2021</xref>; <xref ref-type="bibr" rid="B70">Laschi and Mazzolai, 2021</xref>). A notable example is the study of plant-hybrid wind-energy systems inspired by living plant leaves (<xref ref-type="bibr" rid="B89">Meder et al., 2018</xref>). These systems convert natural mechanical stimuli, such as wind or self-touching of leaves, into electrical signals, offering potential for new energy sources that are widely distributed.</p>
</list-item>
<list-item>
<p>5. <italic>Soft robotics for healthcare</italic>: Soft robotic exosuits, wearables, and manipulators can aid in physical therapy and minimally invasive surgery (MIS), thus improving mobility capabilities, independence of individuals with disabilities, and reducing patients&#x2019; recovery time (SDG-3) (<xref ref-type="bibr" rid="B25">di Natali et al., 2020</xref>; <xref ref-type="bibr" rid="B103">Poliero et al., 2020</xref>; <xref ref-type="bibr" rid="B36">Giordano et al., 2021b</xref>; <xref ref-type="bibr" rid="B76">Lin et al., 2022</xref>). In a case of MIS, <xref ref-type="bibr" rid="B37">Gopesh et al. (2021)</xref> developed submillimeter diameter, hydraulically actuated devices to enable active steerability of microcatheter tips. They demonstrated guidewire-free navigation, access, and coil deployment <italic>in vivo</italic>, offering safety and ease of use in endovascular intervention.</p>
</list-item>
</list>
</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Illustration of an octopus arm holding the Earth with suction cups, symbolizing the boundless potential to support the United Nations&#x2019; Sustainable Development Goals. The concentric lines surrounding the octopus arm represent five fields of soft robotics applications: urban farming, ocean cleaning, disaster response, energy production, and healthcare. The reader can understand the strategic mapping of SDGs to soft robotic applications. For example, soft robotics for urban farming aligns with SDGs 2, 3, 8, 11, and 15 (black dots). This correlation between SDGs and soft robot applications enhances our comprehension of the significance of future robots in promoting sustainability to enable climate transition actions.</p>
</caption>
<graphic xlink:href="frobt-10-1116005-g001.tif"/>
</fig>
<p>In this perspective, although we consider the development of functional, field-ready soft robots that support the SDGs, we would prioritize ecological sustainability in the design and fabrication processes. Future autonomous soft robots must incorporate key features such as sustainable materials and manufacturing, and environment-friendly design principles, implementing a cradle-to-cradle (C2C) approach that will help minimize the carbon footprint of the new automation era (<xref ref-type="bibr" rid="B32">Gao et al., 2018</xref>).</p>
<sec id="s2-1">
<title>2.1 Biodegradable and multifunctional materials for soft robotics</title>
<p>Researchers envision a future where groups or individual soft robots not only perform their intended tasks but also do not harm the ecosystem throughout their entire lifecycle, thus supporting the principles of SDG-12. To achieve this goal, we believe it is essential to use biodegradable and soft multifunctional materials, whose physical and chemical properties can be manipulated to ensure intelligence while minimizing their ecological impact (<xref ref-type="bibr" rid="B111">Rossiter et al., 2016</xref>; <xref ref-type="bibr" rid="B92">Mezzenga, 2021</xref>). Families of polymers such as natural fibers, liquid crystal elastomer, and thermoplastic polyesters could be adopted as constitutive multifunctional materials for C2C robot implementation in energy generation/saving, visual responses to external/internal stimuli capabilities etc. (<xref ref-type="bibr" rid="B119">Shintake et al., 2017</xref>; <xref ref-type="bibr" rid="B106">Pr&#xe9;v&#xf4;t et al., 2018</xref>; <xref ref-type="bibr" rid="B137">Zaia et al., 2019</xref>; <xref ref-type="bibr" rid="B93">Mishra et al., 2020</xref>).</p>
<p>As a futuristic idea, we conceptualize a cephalopod-inspired soft robot, designed to camouflage in its surroundings to study the behavior and biology of lone aquatic animals, thus assisting in ocean conservation and management (SDG-14). Its biodegradable constitutive materials may implement intelligence such as adaptive color changing while performing continuous deformation and texturing of the body for safe interaction with living beings (<xref ref-type="bibr" rid="B22">Clough et al., 2020</xref>; <xref ref-type="bibr" rid="B35">Giordano et al., 2021a</xref>). Consistently, a system of biodegradable jellyfish-inspired robots that wirelessly and autonomously communicate may follow sea currents to gather data and develop science-based management plans aimed at restoring populations of species that are at risk due to climate change factors like acidification and nutrient depletion (<xref ref-type="bibr" rid="B20">Christianson et al., 2019</xref>). We believe that soft robots that are smart, biodegradable, and capable of couple sensing, actuation, computation, and communication have the potential to support SDGs 11, 13, 14, and 15 (<xref ref-type="bibr" rid="B86">McEvoy and Correll, 2015</xref>; <xref ref-type="bibr" rid="B33">Garrad et al., 2019</xref>; <xref ref-type="bibr" rid="B58">Kaspar et al., 2021</xref>; <xref ref-type="bibr" rid="B88">Meder et al., 2022</xref>). However, it is essential to shift toward a paradigm that prioritizes nature-based solutions and innovative mechanical design as central elements (<xref ref-type="bibr" rid="B102">Pishvar and Harne, 2020</xref>; <xref ref-type="bibr" rid="B62">Khaheshi and Rajabi, 2022</xref>). By extracting key parameters for multifunctionalities from natural systems that have evolved over millions of years, we can optimize the design and material of these robots to reach their maximum potential and the less consumption of raw elements (<xref ref-type="bibr" rid="B65">Kolle and Lee, 2018</xref>; <xref ref-type="bibr" rid="B99">Phillips et al., 2022</xref>).</p>
</sec>
<sec id="s2-2">
<title>2.2 Sustainable manufacturing processes</title>
<p>The vision of sustainable manufacturing is to create &#x201c;printed future&#x201d; in soft robotics, and the main advantage of additive manufacturing technologies (i.e., 3D printing) is to integrate actuators, sensors, controllers, and power systems into fully autonomous soft robots through a single, on-demand digital process (SDG-12) (<xref ref-type="bibr" rid="B131">Wallin et al., 2018</xref>; <xref ref-type="bibr" rid="B46">Helou et al., 2022</xref>; <xref ref-type="bibr" rid="B72">Leber et al., 2022</xref>). The &#x201c;Emb3D printing&#x201d; technique is an example of 3D printing to manufacture advanced soft robots (<xref ref-type="bibr" rid="B80">MacCurdy et al., 2016</xref>; <xref ref-type="bibr" rid="B132">Wehner et al., 2016</xref>). This method has been used to create untethered octobot robots that can incorporate drive systems, actuators, and soft microfluidic chip, thus showing a cost-effective solution for large-scale monitoring and swarm robotic applications. Furthermore, some robots integrate 3D printers in their body which allow them to change shape based on sensor feedback to change shape based on sensor feedback (<xref ref-type="bibr" rid="B116">Shah et al., 2020</xref>). For example, <xref ref-type="bibr" rid="B113">Sadeghi et al. (2016)</xref> developed a robot that can grow its shape through selective deposition of a biopolymer, and with several sensors at the tip, it can search for water and nutrients underground (SDG-6, 15). Recent advancements in 3D printing technology have led to the development of a rotational multi-material extruder that allows for precise control over the local orientation of architected filaments (<xref ref-type="bibr" rid="B68">Larson et al., 2023</xref>).</p>
<p>The authors envisage for future MIS applications a 5D-printed soft robot with shape-shifting capabilities that can integrate multifunctional and stimuli-responsive materials together with sensors, actuators, and artificial intelligence (AI)-driven control systems in a single manufacturing process (<xref ref-type="bibr" rid="B107">Pugliese and Regondi, 2022</xref>). We conceptualize the manufacturing of a biocompatible and biodegradable soft robot made of hydrogel material that can be programmed to change stiffness and shape in response to specific stimuli, such as temperature or pH. Thus, it will navigate through the body, conform to tissue, avoid obstacles, transmit data, and safely degrade. To date, few examples of existing technologies that can print multidimensional soft robots are reported by <xref ref-type="bibr" rid="B8">Barner-Kowollik et al. (2017</xref>), <xref ref-type="bibr" rid="B15">Carlotti and Mattoli (2019</xref>), and <xref ref-type="bibr" rid="B48">Hippler et al. (2019</xref>). <xref ref-type="bibr" rid="B117">Shi et al. (2019)</xref> showed a soft robot for MIS embedded with responsive materials that can be remotely controlled to perform delicate procedures, reducing invasiveness and recovery time (SDG-3, 12). Advances in sustainable manufacturing, design, and materials are driving soft robotics toward impactful solutions to achieve SDGs and aid the climate transition (<xref ref-type="bibr" rid="B123">Stella and Hughes, 2023</xref>).</p>
</sec>
<sec id="s2-3">
<title>2.3 Renewable energy sources for self-powered autonomous machines</title>
<p>The integration of renewable energy sources in soft robotics technologies holds great promise to support SDG-7 and 9. However, incorporating these sources into the soft and flexible body of the robot and developing efficient and lightweight energy storage and sourcing solutions that are able to fulfill their energy consumption are significant challenges. Research is being carried out on flexible and organic photovoltaics (PVs), 2D&#x2013;3D nano-heterostructures, triboelectric micro/nano-generators (TENG), and fuel cells that generate power from renewable sources (<xref ref-type="bibr" rid="B104">Pomerantseva and Gogotsi, 2017</xref>; <xref ref-type="bibr" rid="B18">Chen et al., 2021</xref>; <xref ref-type="bibr" rid="B53">Hwa Jeong et al., 2021</xref>; <xref ref-type="bibr" rid="B96">NG et al., 2022</xref>). Great potential is on the adoption of portable, versatile, and flexible perovskite-based PVs that may find application in self-piloting drones, robots, and wearables, enabling the robot to be self-sufficient in terms of energy (<xref ref-type="bibr" rid="B10">Bierman et al., 2016</xref>; <xref ref-type="bibr" rid="B49">Horne et al., 2020</xref>; <xref ref-type="bibr" rid="B109">Rombach et al., 2021</xref>; <xref ref-type="bibr" rid="B51">Hou et al., 2022</xref>). However, to meet the goal of SDG-7, we suggest robots must be equipped with combined solutions. For example, in marine environments, a tethered solution can be used with a harvester and generator beyond the ocean surface and an inner body electro-/photo-catalytic proton exchange membrane cell to produce hydrogen for power generation (<xref ref-type="bibr" rid="B66">Kuang et al., 2019</xref>; <xref ref-type="bibr" rid="B78">L&#xfc; et al., 2022</xref>). This approach would allow for the camouflaged/swarm robotic systems to autonomously cover large kilometer squares for precise data acquisition (SDG-14).</p>
<p>To date, the scientific community is working toward reducing the energy consumption per robot task. TENGs have shown promise in this regard, but for consistent and efficient energy design, detailed studies are needed (<xref ref-type="bibr" rid="B77">Liu et al., 2021</xref>; <xref ref-type="bibr" rid="B97">Pang et al., 2021</xref>; <xref ref-type="bibr" rid="B16">Chen and Wang, 2022</xref>). The amount of energy consumption during specific tasks or activities such as movement or data collection must be identified. However, we deem that the future goal for energy autonomy in variable environments will be to replicate artificial photosynthesis by coating the skin of robots (<xref ref-type="bibr" rid="B87">McFadden and Al-Khalili, 2016</xref>; <xref ref-type="bibr" rid="B17">Chen et al., 2022</xref>). In the near term, we should focus on developing lightweight and integrated devices to meet the energy needs for autonomy through renewable energy sources, reduce energy consumption per robot task, and effectively conserve, distribute, and balance energy supplies in various environments (<xref ref-type="bibr" rid="B98">Phillips et al., 2018</xref>).</p>
</sec>
<sec id="s2-4">
<title>2.4 Robots with distributed sensors for monitoring and remediation</title>
<p>The implementation of distributed sensing systems, utilizing a group of specialized soft robots, can provide early warning for extreme events, prevent disaster, and improve forecasting models, contributing to sustainable cities and communities (SDG-11) and combating climate change (SDG-13) (<xref ref-type="bibr" rid="B9">Bergstrom et al., 2021</xref>; <xref ref-type="bibr" rid="B122">Spillman et al., 2021</xref>). We proposed biodegradable, self-governing soft machines that can survey large areas of the ocean and gather data for informed decision makers in compliance with SDG-17. The group of robots endowed with an efficient network of sensors and detectors, integrated onboard or within the constitutive materials, may report data on non-surfacing marine beings, rising temperatures, changing currents, and plastic degradation (SDG-14) (<xref ref-type="bibr" rid="B136">Yeh et al., 2016</xref>; <xref ref-type="bibr" rid="B47">Herbert-read et al., 2017</xref>; <xref ref-type="bibr" rid="B56">Jaffe et al., 2017</xref>; <xref ref-type="bibr" rid="B100">Picardi et al., 2020</xref>). Nonetheless, we envisage other roles for these machines that could survey deep sea pools to retrieve raw minerals for sustainable industry (SDG-9) (<xref ref-type="bibr" rid="B135">Yang S. et al., 2018</xref>; <xref ref-type="bibr" rid="B26">Dini et al., 2022</xref>).</p>
<p>In terrestrial environments, the integration of soft robots with satellites and traditional robotics can provide solutions for archaeological and heritage conservation (SDG-15). The inherent soft robotics dexterity makes them well-suited for environments of ruins, where they can safely navigate and manipulate fragile artifacts. Consistently, adopting terrestrial and aerial robotic solutions, we could gather data for seed plantation toward reforestation against desertification to capture carbon dioxide, or to feed population and local economies, and to evaluate new pathogens and vector-borne diseases (SDG-3, 8, and 13) (<xref ref-type="bibr" rid="B130">Wade et al., 2018</xref>; <xref ref-type="bibr" rid="B19">Chowdhary et al., 2019</xref>; <xref ref-type="bibr" rid="B139">Zhou et al., 2022</xref>). C2C self-burial systems or climbing micro-soft robots could be adopted on crops to gather targeted genetic information and provide precise monitoring and surveillance of plants and soil (SDG-8, 12, and 15) (<xref ref-type="bibr" rid="B30">Fiorello et al., 2021</xref>; <xref ref-type="bibr" rid="B50">Horton et al., 2021</xref>; <xref ref-type="bibr" rid="B83">Mazzolai et al., 2021</xref>). Furthermore, C2C micro-robots can be released in water sources and infrastructures to detect pollutants and/or nutrients (SDG-6). In sustainable cities, drones and climbing soft robots, in conjunction with 3D scanning, will enable point-in-time inspection and monitoring of buildings or bridges, modifying planned task in real-time (SDG-11). Also, in space, monitoring and harvesting debris can be effectively achieved using soft robotic solutions (<xref ref-type="bibr" rid="B138">Zhang et al., 2022</xref>). By integrating soft robotic grippers into a hard robotic frame and incorporating switchable and frequency-driven micro-patterned adhesives, it is possible to create a system that can effectively grasp, pick and place, and manipulate satellite debris on demand in the harsh conditions of outer space (<xref ref-type="bibr" rid="B67">Kwak et al., 2011</xref>; <xref ref-type="bibr" rid="B24">Dayan et al., 2021</xref>; <xref ref-type="bibr" rid="B7">Barnefske et al., 2022</xref>). However, the overall cost effectiveness remains an open question that can be solved by scalable fabrication techniques and repurposing (<xref ref-type="bibr" rid="B75">Li S. et al., 2021</xref>; <xref ref-type="bibr" rid="B64">Kim et al., 2023</xref>).</p>
</sec>
<sec id="s2-5">
<title>2.5 Embodied and physical intelligence for advanced soft-bodied machines</title>
<p>Embodied and physical intelligence plays a crucial role in developing autonomous soft robots that can effectively acquire, analyze, and utilize large amounts of data to tackle complex tasks such as navigating difficult trajectories, changing shape, and manipulating unknown and unstructured objects in various environments (<xref ref-type="bibr" rid="B31">Fischer et al., 2023</xref>). EI can simplify control parameters, resulting in more energy-efficient and cost-effective operations, but it requires a careful mechanical and material design to consider the interaction with the environment while performing a task (<xref ref-type="bibr" rid="B69">Laschi, 2022</xref>). Soft robotic systems with EI can benefit from incorporating AI-learning architecture and computational modeling to overcome the challenges posed by the complex dynamic interactions and body deformations that occur in open-world tasks (<xref ref-type="bibr" rid="B34">George Thuruthel et al., 2018</xref>; <xref ref-type="bibr" rid="B125">Thuruthel et al., 2019</xref>; <xref ref-type="bibr" rid="B118">Shih et al., 2020</xref>).</p>
<p>For instance, a group of self-sufficient and field-ready soft robots can be designed in their constitutive materials and mechanical structures specifically for exploring and restoring archaeological sites (SDG-15). These tasks require precision and safe manipulation, as well as an interaction with hard-to-reach environments and unstructured cracks. Thus, the authors envision a group of self-piloting soft robots with EI and efficient computational architecture. Each individual robot can work with the other like the &#x201c;wood wide web&#x201d; between trees and other organisms, to face hazardous conditions, minimize damage during retrieval, and ultimately be more cost-effective (<xref ref-type="bibr" rid="B82">Mazzolai et al., 2022</xref>). Although current solutions for this type of architectures are still energetically costly and in their early stages, effective solutions are expected to be developed in the future to help tackle some of humanity&#x2019;s grand challenges in support of some of the SDGs and climate crisis.</p>
</sec>
</sec>
<sec id="s3">
<title>3 The soft automation era can address SDGs and positive climate actions</title>
<p>In our perspective, we have highlighted the great potential of soft robotics in addressing the SDGs and combating the climate crisis. We envision that functional and field-ready soft robots should incorporate key-values such as biodegradable and multifunctional materials, sustainable manufacturing processes, renewable energy sources, and physical and embodied intelligence to achieve the maximum performance that they can provide to society and the environment (<xref ref-type="fig" rid="F2">Figure 2</xref>). We have discussed how soft robots may be useful in areas such as urban farming, ocean cleaning and preservation, disaster response, distributed clean energy production, and healthcare (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Themes of soft robotics within the framework of the United Nations&#x2019; Sustainable Development Goals. Illustrations of how each theme contributes to the development of soft robots. Examples of how synergizing different themes results in powerful soft robotics. Our vision of what the future holds when we unite all five elements to create a practical, field-ready soft robot that supports SDGs.</p>
</caption>
<graphic xlink:href="frobt-10-1116005-g002.tif"/>
</fig>
<p>However, we acknowledge that despite the potential benefits of soft robotics in addressing the SDGs and CPA, there are limitations that must be addressed in terms of scalability, integration, and material adoption. Biodegradable soft robots should contain minimal harmful components and be economically viable. To date, cost-effective methods for producing widely accessible soft robot and strategies for recycling and repurposing existing robots to reduce costs and industrial waste are lacking. Additionally, the integration of hard robotics components may be necessary to improve the overall robustness to solve the great challenges, as shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. Nonetheless, the integration of onboard and lightweight energy devices is a significant challenge as achieving the efficiencies required to meet the energy consumption demands is still a struggle. <xref ref-type="fig" rid="F2">Figure 2</xref> illustrates the union pipeline section, where we can merge, for example, two of the soft robot topics to achieve a desired outcome. However, the question we would like to address is how an efficient soft robot appears when we combine all the key topics we identified, from biodegradable materials to embodied control.</p>
<p>To achieve such a visionary goal, we believe that interdisciplinary scientific fields must collaborate to develop environment-friendly self-piloting robots. Recent EU-funded soft robotics projects have similar goals to support the SDGs and CPA (<xref ref-type="bibr" rid="B28">Elfo Project, n.d.2020</xref>; <xref ref-type="bibr" rid="B54">HybridHeart Project, 2017</xref>; <xref ref-type="bibr" rid="B115">Self-Healing Soft Robotics Project, 2019</xref>; <xref ref-type="bibr" rid="B55">ISeed Project, 2021</xref>). Nonetheless, it is important for the widespread use of robots in industries such as agriculture to not lead to job displacement and social and economic inequality (<xref ref-type="bibr" rid="B1">Acemoglu and Restrepo, 2019</xref>; <xref ref-type="bibr" rid="B61">Kerwin, 2020</xref>). Democratization of high-tech goods and accessibility to robotic platforms, energy sources, and open-source digital technologies should counter the trend toward further concentration of economic power (<xref ref-type="bibr" rid="B108">Rikap and Lundvall, 2020</xref>).</p>
<p>In conclusion, we firmly believe that soft robotics can play a crucial role in mitigating the detrimental effects of climate change on society, the economy, and the environment, supporting some of the UN&#x2019;s SDGs. It is imperative for all stakeholders to collaborate to swiftly advance high-impact laboratory results in soft robotics and identify effective solutions for tackling human-induced environmental challenges and their potential future consequences (<xref ref-type="bibr" rid="B134">Yang G.-Z. et al., 2018</xref>; <xref ref-type="bibr" rid="B44">Hawkes et al., 2021</xref>). We anticipate that this call for collaboration will be met with immediate action, enabling us to craft a more sustainable and eco-friendly future through the implementation of soft robotics technology.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s4">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material; further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s5">
<title>Author contributions</title>
<p>GG conceived and conceptualized the work. GG and SM elaborated the bibliographic data, wrote the paper, and equally contributed. SM conceived and illustrated the figures. BM supervised the content. All the authors critically reviewed the final work.</p>
</sec>
<sec id="s6">
<title>Funding</title>
<p>GG is funded by the European Union (ERC-2021-STG, SURFACE, ID: 101039198, DOI: 10.3030/101039198). Views and opinions expressed are, however, those of the author(s) only and do not necessarily reflect those of the European Union or the European Research Council. Neither the European Union nor the granting authority can be held responsible for them.</p>
</sec>
<ack>
<p>GG and SM want to deeply thank all the IPCC Sixth Assessment&#x2019;s collaborators and all the scientists and civil movements/NGO/people around the world who are spreading the voice toward solving the environmental crisis and supporting the UN&#x2019;s Sustainable Development Goals. Furthermore, authors would like to express their gratitude to the reviewer for his/her valuable suggestions that helped improve this paper.</p>
</ack>
<sec sec-type="COI-statement" id="s7">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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